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imgs: (re)move & update (#555)
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casperdcl authored May 27, 2021
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18 changes: 9 additions & 9 deletions README.md
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<p align="center">
<img src="imgs/title_strip_trim.png" width=400>
<img src="https://static.iterative.ai/img/cml/title_strip_trim.png" width=400>
</p>

[![GHA](https://img.shields.io/github/v/tag/iterative/setup-cml?label=GitHub%20Actions&logo=GitHub)](https://github.com/iterative/setup-cml)
Expand All @@ -11,10 +11,10 @@ projects. Use it to automate parts of your development workflow, including model
training and evaluation, comparing ML experiments across your project history,
and monitoring changing datasets.

![](imgs/github_cloud_case_lessshadow.png) _On every pull request, CML helps you
automatically train and evaluate models, then generates a visual report with
results and metrics. Above, an example report for a
[neural style transfer model](https://github.com/iterative/cml_cloud_case)._
![](https://static.iterative.ai/img/cml/github_cloud_case_lessshadow.png) _On
every pull request, CML helps you automatically train and evaluate models, then
generates a visual report with results and metrics. Above, an example report for
a [neural style transfer model](https://github.com/iterative/cml_cloud_case)._

We built CML with these principles in mind:

Expand Down Expand Up @@ -149,7 +149,7 @@ cml-publish graph.png --md >> report.md
> [you will need to create a Personal Access Token](https://github.com/iterative/cml/wiki/CML-with-GitLab#variables)
> for this example to work.

![](imgs/fork_project.png)
![](https://static.iterative.ai/img/cml/fork_project.png)

> :warning: The following steps can all be done in the GitHub browser interface.
> However, to follow along with the commands, we recommend cloning your fork to
Expand Down Expand Up @@ -197,13 +197,13 @@ git push origin experiment
5. In GitHub, open up a Pull Request to compare the `experiment` branch to
`master`.

![](imgs/make_pr.png)
![](https://static.iterative.ai/img/cml/make_pr.png)

Shortly, you should see a comment from `github-actions` appear in the Pull
Request with your CML report. This is a result of the `cml-send-comment`
function in your workflow.

![](imgs/cml_first_report.png)
![](https://static.iterative.ai/img/cml/first_report.png)

This is the outline of the CML workflow:

Expand All @@ -223,7 +223,7 @@ downloaded from external sources. [DVC](https://dvc.org) is a common way to
bring data to your CML runner. DVC also lets you visualize how metrics differ
between commits to make reports like this:

![](imgs/dvc_cml_long_report.png)
![](https://static.iterative.ai/img/cml/dvc_long_report.png)

The `.github/workflows/cml.yaml` file used to create this report is:

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2 changes: 1 addition & 1 deletion package.json
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"lint-staged": "^10.0.8",
"prettier": "^2.1.1"
},
"description": "<p align=\"center\"> <img src=\"imgs/title_strip_trim.png\" width=400> </p>",
"description": "<p align=\"center\"> <img src=\"https://static.iterative.ai/img/cml/title_strip_trim.png\" width=400> </p>",
"homepage": "https://github.com/iterative/cml#readme"
}

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